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Change AQE default minPartitionNum to defaultParallelism #674
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…min partitions as parameters
…efaultParallelism
lwwmanning
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Apr 30, 2020
sql/core/src/test/scala/org/apache/spark/sql/execution/ReduceNumShufflePartitionsSuite.scala
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robert3005
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Apr 30, 2020
@@ -523,6 +525,38 @@ class ReduceNumShufflePartitionsSuite extends SparkFunSuite with BeforeAndAfterA | |||
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// TODO(rshkv): Remove after taking SPARK-31124 |
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please file an issue and reference it here
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robert3005
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Change AQE default minPartitionNum to defaultParallelism
[SPARK-31124] Change AQE default minPartitionNum to defaultParallelism
Apr 30, 2020
robert3005
changed the title
[SPARK-31124] Change AQE default minPartitionNum to defaultParallelism
Change AQE default minPartitionNum to defaultParallelism
Apr 30, 2020
LGTM 👍 |
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Applying changes from SPARK-31124 / apache/spark#27879.
What changes were proposed in this pull request?
Authoritative description on apache/spark#27879.
Summary: When coalescing partitions in AQE, the minimum is no longer 1 but default parallelism. The default parallelism is
spark.default.parallelism
when set or the number of available CPUs at any given point in time. This ensures that we don't lose parallelism by applying AQE.Why didn't you just take the upstream commit? The AQE framework was refactored in SPARK-31037, which in turn relies on changes we haven't picked yet. And the sum of those was more than I felt comfortable with taking in one batch. So yes this is lame. We can just revert this later.
How was this patch tested? I wrote a unit test which ensures that the partition number is the default parallelism value where it would otherwise be 1.